# 极客之选 (@极客之选) on wechat

- id: koinon:creator:wechat_极客之选
- url: https://koinonlink.com/kol/wechat/%E6%9E%81%E5%AE%A2%E4%B9%8B%E9%80%89
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 极客之选
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E6%9E%81%E5%AE%A2%E4%B9%8B%E9%80%89
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 109
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- status_note: This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: app
- category_confidence: 0.92
- category_source: derived_from_recent_content
- topics: Mac 平台软件推荐, 生产力工具箱, 装机必备应用

## Audience (inferred)
- status: present
- description: Mac users and tech enthusiasts, primarily ordinary consumers or professionals seeking software recommendations and productivity tools
- roles: consumer
- seniority: consumer
- pain_points: Difficulty finding suitable Mac software and tools, Not knowing which apps are essential after setup, Lack of reliable channels for productivity tool recommendations
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: platform_default
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [wechat_极客之选#08f1a405] 极客荐 | Mac 平台软件推荐(第四期) (https://weixin.sogou.com/weixin?type=1&query=%E6%9E%81%E5%AE%A2%E4%B9%8B%E9%80%89)
- [wechat_极客之选#d9870b1a] 极客荐 | Mac 平台软件推荐(第一期)
- [wechat_极客之选#7f562cec] 极客荐 | Mac 平台软件推荐( 2.0 完整版)
- [wechat_极客之选#030d2feb] 极客荐 | Mac 平台软件推荐(完整版)
- [wechat_极客之选#68ecb911] 装机必备!这个工具箱应用能满足你 99% 的需要
- [wechat_极客之选#a9221e0c] 我们与四位 App Store「独立开发者」,聊了聊他们的作品
- [wechat_极客之选#f922c20b] 极客荐 | 收好这 20 款在线工具,让你的工作更有效率(3.0 完整版)
- [wechat_极客之选#3b39f8a4] 讯飞智能办公本体验:支持手写、能听会说的「办公利器」

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=64, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=64, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=39, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=64, method=Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=39, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=39, method=platform_profile

## Freshness
- profile_checked_days_ago: 39
- content_analysed_days_ago: 64
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 12
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=wechat_%E6%9E%81%E5%AE%A2%E4%B9%8B%E9%80%89
- Request removal: https://koinonlink.com/claim?k=wechat_%E6%9E%81%E5%AE%A2%E4%B9%8B%E9%80%89
- Terms: https://koinonlink.com/for-ai